How GradFax combines 5 research-backed frameworks to identify your education type.
The education type classifications (“Liberal Arts Explorer,” “Pre-Professional Achiever,” etc.) are GradFax's interpretations based on established psychological and educational frameworks (Holland Code, VARK, Kolb Learning Styles, Big Five Personality). These results are suggestions to guide your college search, not clinical diagnoses or guarantees.
All framework questions are derived from peer-reviewed research and cited throughout the assessment. Results should be used as one tool among many in your college decision process.
John Holland's theory proposes that people and work environments can be classified into six types: Realistic, Investigative, Artistic, Social, Enterprising, and Conventional. Your top three codes form a profile that predicts career satisfaction and academic interest.
Source: Holland, J.L. (1997). Making Vocational Choices: A Theory of Vocational Personalities and Work Environments (3rd ed.). Psychological Assessment Resources.
Public resource: O*NET OnLine Interest Profiler
The VARK model identifies four primary learning preferences: Visual (diagrams, charts), Auditory (listening, discussion), Read/Write (text-based learning), and Kinesthetic (hands-on experience). Understanding your preference helps match you to teaching formats and campus cultures that fit how you learn best.
Source: Fleming, N.D. & Mills, C. (1992). Not Another Inventory, Rather a Catalyst for Reflection. To Improve the Academy, 11, 137-155.
Public resource: VARK Learn
David Kolb's model maps learners on two axes: how you perceive information (concrete experience vs. abstract conceptualization) and how you process it (reflective observation vs. active experimentation). This produces four learning styles: Diverger, Assimilator, Converger, and Accommodator.
Source: Kolb, D.A. (1984). Experiential Learning: Experience as the Source of Learning and Development. Prentice-Hall.
Public resource: Learning From Experience
The Big Five (also called OCEAN) is the most widely accepted personality model in psychology. It measures Openness, Conscientiousness, Extraversion, Agreeableness, and Neuroticism. We add Intellectual Curiosity as a sub-facet particularly relevant to education fit. These traits predict academic success, social preferences, and career alignment.
Source: Goldberg, L.R. (1993). The Structure of Phenotypic Personality Traits. American Psychologist, 48(1), 26-34.
Public resource: IPIP (International Personality Item Pool)
Our original questions capture education-specific preferences that academic frameworks don't cover: motivation for attending college, campus size and setting preferences, class size, experiential learning priority, social life importance, and decision criteria. These dimensions are grounded in institutional data and student satisfaction research.
Source: GradFax original research based on IPEDS institutional data and student outcome analysis.
Each of the 6 education types (Liberal Arts Explorer, Pre-Professional Achiever, Research Scholar, Creative Innovator, Social Impact Leader, Technical Specialist) has a weighted affinity profile across all ~25 dimensions measured by the 5 frameworks above.
When you complete the assessment, your answers produce dimension scores. We multiply each dimension score by the type's weight for that dimension, sum the results, and rank all 6 types. Your top-scoring type is your primary education type, with the percentage showing relative strength.
This approach means your type reflects a combination of career interests, learning style, personality, and education preferences — not just one factor in isolation.